Insight

Notes on building production AI

Agentic AI, MCP and the unglamorous engineering that keeps LLM systems running inside real, GDPR-bound businesses.

Latest · June 5, 2026 · 6 min read

Why most AI never leaves the demo — and how to ship agents to production

A flashy agent demo takes an afternoon. An agent that runs every day — monitored, GDPR-safe and cost-controlled — is a different discipline. Here is what actually separates the two.

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MCP & Tooling

May 30, 2026 · 7 min read

One MCP server, five scopes: how 27 agents share a single brain

Letting every agent wire its own bespoke tools is how you end up with 27 incompatible integrations. The Model Context Protocol let me collapse that into one well-guarded entry point. Here is the architecture.

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GDPR & Compliance

May 22, 2026 · 5 min read

GDPR-compliant AI for German companies: a practical checklist

German clients do not ask "can it use GPT?" They ask where the data goes, who can see it, and whether you can prove it. Privacy is not a feature you bolt on — it is a design input. Here is how I build it in.

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